{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Calculate Rainfall Anomaly Index (RAI) with Python\n",
    "\n",
    "The RAI was developed by van Rooy (1965) and  and adopted by Freitas (2004), which incorporates a ranking procedure to assign magnitudes to positive and negative anomalies, namely it considers two phases, positive precipitation anomalies and negative precipitation anomalies. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import mapclassify as mc\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prepare data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "data = pd.read_csv('data/monthly.csv',\n",
    "                   usecols=[ 1, 2, 3],   \n",
    "                  )\n",
    "\n",
    "data.index = pd.to_datetime(data.year*10000 + data.month*100+1)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Old data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('data/prcphq.046037.month.txt', sep=r\"\\s+\",                    \n",
    "                   skiprows=1, usecols=[1, 2], \n",
    "                   parse_dates=True,\n",
    "                   index_col = 0,\n",
    "                   names=['Date', 'Rain'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculate monthly RAI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['Rain_6'] = data['Rain'].rolling(6).sum()\n",
    "df_6mon = data[['Rain_6']].dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_6mon['RAI'] = np.nan\n",
    "\n",
    "for imon in np.arange(1, 13):\n",
    "    sinds = df_6mon.index.month==imon    \n",
    "    x = df_6mon[sinds] \n",
    "    y  = x.copy()\n",
    "    x1 = x.copy().sort_values(by='Rain_6', ascending=False)\n",
    "    x_avg  = x1['Rain_6'].mean()    \n",
    "    mx_avg = x1['Rain_6'].head(10).mean()\n",
    "    mn_avg = x1['Rain_6'].tail(10).mean()\n",
    "    anom   = x['Rain_6'] - x_avg\n",
    "\n",
    "    rai_plus  = 3.0*anom[anom>=0]/(mx_avg-x_avg)\n",
    "    rai_minus = -3.0*anom[anom<0]/(mn_avg-x_avg)     \n",
    "    y.loc[anom>=0, 'RAI'] = rai_plus.values\n",
    "    y.loc[anom<0,  'RAI'] = rai_minus.values\n",
    "    df_6mon.loc[sinds, 'RAI'] = y['RAI'].values   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rain</th>\n",
       "      <th>Rain_6</th>\n",
       "      <th>RAI</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1892-01-31</th>\n",
       "      <td>2.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-02-29</th>\n",
       "      <td>12.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-03-31</th>\n",
       "      <td>1.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-04-30</th>\n",
       "      <td>1.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-05-31</th>\n",
       "      <td>16.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-06-30</th>\n",
       "      <td>1.0</td>\n",
       "      <td>35.8</td>\n",
       "      <td>-2.712326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-07-31</th>\n",
       "      <td>11.7</td>\n",
       "      <td>45.0</td>\n",
       "      <td>-2.237990</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Rain  Rain_6       RAI\n",
       "Date                              \n",
       "1892-01-31   2.5     NaN       NaN\n",
       "1892-02-29  12.2     NaN       NaN\n",
       "1892-03-31   1.8     NaN       NaN\n",
       "1892-04-30   1.5     NaN       NaN\n",
       "1892-05-31  16.8     NaN       NaN\n",
       "1892-06-30   1.0    35.8 -2.712326\n",
       "1892-07-31  11.7    45.0 -2.237990"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['RAI'] = df_6mon['RAI']\n",
    "del df_6mon\n",
    "data.head(7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-4, 4)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = data['RAI'].plot(figsize=(15, 7), )\n",
    "ax.axhline(0.5,  linestyle='--', color='g')\n",
    "ax.axhline(-1, linestyle='--', color='r')\n",
    "ax.set_title('Six-Monthly Rainfall Anomaly Index', fontsize=16)\n",
    "ax.set_xlim(data.index.min(), data.index.max())\n",
    "ax.set_ylim(-4, 4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "data[['RAI']].to_csv('RAI_1.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary and discussion\n",
    "\n",
    "RAI could be applied to addresses droughts that affect agriculture, water resources and other sectors, as RAI is flexible in that it can be analysed at various timescales.\n",
    "\n",
    "It is quite easy to calculate, with a single input (precipitation) that can be analysed on monthly, seasonal and annual timescales. However, calculating RAI requires a serially complete dataset with estimates of missing values. Variations within the year need to be small compared to temporal variations.\n",
    "\n",
    "## References\n",
    "\n",
    "Rooy, M.P.V., 1965. A rainfall anomaly index independent of time and space. Weather Bureau of South Africa 14, 43-48.\n",
    "\n",
    "Freitas, M.A.S., 2004. A Previsão de Secas e a Gestão Hidroenergética: O Caso da Bacia do Rio Parnaíba no Nordeste do Brasil. Seminário Internacional sobre Represas y Operación de Embalses, Puerto Iguazú. \n",
    "\n",
    "Kraus, E.B., 1977: Subtropical droughts and cross-equatorial energy transports. Monthly Weather Review, 105(8): 1009-1018. DOI: 10.1175/1520-0493(1977)105<1009:SDACEE>2.0.CO;2.\n",
    "\n",
    "van Rooy, M.P., 1965: A Rainfall Anomaly Index independent of time and space. Notos, 14: 43–48.\n",
    "\n",
    "http://www.droughtmanagement.info/rainfall-anomaly-index-rai/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
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